{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pylab as plt\n",
    "import datetime\n",
    "\n",
    "from sklearn.preprocessing import LabelBinarizer\n",
    "from sklearn.utils import shuffle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda2/lib/python2.7/site-packages/h5py/__init__.py:34: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Model\n",
    "from keras.layers import Dense, Dropout, GlobalAveragePooling1D, GaussianNoise, Conv1D, MaxPool1D, GlobalMaxPooling1D\n",
    "from keras.layers import Input, concatenate, SpatialDropout1D, Flatten, AvgPool1D, LSTM, Lambda, Reshape, GaussianDropout\n",
    "from keras.callbacks import ModelCheckpoint, EarlyStopping\n",
    "from keras import regularizers\n",
    "from keras.optimizers import RMSprop, Adam, SGD, Nadam\n",
    "import keras.backend as K\n",
    "from keras.regularizers import l1, l2 , l1_l2\n",
    "\n",
    "\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import classification_report, accuracy_score\n",
    "from sklearn.metrics import r2_score\n",
    "from sklearn.metrics import matthews_corrcoef\n",
    "from sklearn.metrics import f1_score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tick_bars = pd.read_csv('tick_bars.csv')\n",
    "time_bars = pd.read_csv('time_bars.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Making features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda2/lib/python2.7/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
      "  from pandas.core import datetools\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.stattools import adfuller\n",
    "import nolds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy.stats import entropy\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# tick_bars['pct_change'] = np.clip(tick_bars.close.pct_change(), -H, H)\n",
    "# tick_bars['pct_change_horizon'] = np.clip(tick_bars.close.pct_change(HORIZON), -H, H)\n",
    "# tick_bars['vol_change_horizon'] = np.clip(tick_bars.volume.pct_change(WINDOW), -H, H)\n",
    "\n",
    "# tick_bars['rolling_skew'] = tick_bars['pct_change'].rolling(window = WINDOW).skew()\n",
    "# tick_bars['rolling_kurt'] = tick_bars['pct_change'].rolling(window = WINDOW).kurt()\n",
    "# tick_bars['rolling_std'] = tick_bars['pct_change'].rolling(window = WINDOW).std()\n",
    "\n",
    "# tick_bars['rolling_corr'] = tick_bars['pct_change'].rolling(window = WINDOW).corr(tick_bars.close.shift(1))\n",
    "# tick_bars['rolling_close_volume_corr'] = tick_bars.close.rolling(window = WINDOW).corr(tick_bars.volume)\n",
    "# tick_bars['rolling_close_open_corr'] = tick_bars.close.rolling(window = WINDOW).corr(tick_bars.open)\n",
    "\n",
    "# tick_bars['rolling_shapiro'] = tick_bars['pct_change'].rolling(window = WINDOW).apply(lambda x: stats.shapiro(x)[0])\n",
    "# tick_bars['rolling_adfuller'] = tick_bars['pct_change'].rolling(window = WINDOW).apply(lambda x: adfuller(x)[0])\n",
    "# tick_bars['rolling_hurst'] = tick_bars.close.rolling(window = WINDOW).apply(lambda x: nolds.hurst_rs(x))\n",
    "\n",
    "# tick_bars['rolling_lyapunov'] = tick_bars.close.rolling(window = WINDOW).apply(lambda x: nolds.lyap_r(x))\n",
    "# tick_bars['rolling_dfa'] = tick_bars.close.rolling(window = WINDOW).apply(lambda x: nolds.dfa(x))\n",
    "# tick_bars['rolling_entropy'] = tick_bars['pct_change'].apply(abs).rolling(window = WINDOW).apply(entropy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "WINDOW_LONG = 200\n",
    "WINDOW_SHORT = 50\n",
    "HORIZON = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "sma_long = tick_bars.close.rolling(WINDOW_LONG).kurt()\n",
    "sma_short = tick_bars.close.rolling(WINDOW_SHORT).kurt()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal = np.where(sma_short > sma_long, 1.0, 0.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal = np.diff(signal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hO34WQ8jdeaq8qhwV29ZgUO9Ctp6Cvszc7ai92cyTOHjAMr8ltC3bxCPTf2X7OFfSzXsv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AvXba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\nEEJIhvH/0WHh58/bTUwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 2900\n",
    "\n",
    "plt.figure(figsize = (15, 7))\n",
    "plt.plot(tick_bars.close[:N] - 48)\n",
    "# plt.plot(sma_long[:N])\n",
    "# plt.plot(sma_short[:N])\n",
    "\n",
    "for i, s in enumerate(signal[:N]):\n",
    "    if s == 1:\n",
    "        plt.axvline(i, color = 'green', ls = '--')\n",
    "    elif s == -1:\n",
    "        plt.axvline(i, color = 'red', ls = '--')\n",
    "\n",
    "plt.show()"
   ]
  },
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   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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